---
title: "Dashboard"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: fill
    source: embed
---

```{r}
library(tidyverse)
library(p8105.datasets)
library(plotly)
```

```{r}
data("nyc_airbnb")

#create subset

instacart %>% 
  group_by(product_name) %>% 
  summarize(n_obs = n()) %>% 
  filter(n_obs > 1000) %>%
  plot_ly(x = ~product_name, y = ~n_obs, type = "bar")

```

Column {data-width=650}
-----------------------------------------------------------------------

### Chart A

```{r}
instacart %>% 
  group_by(product_name) %>% 
  summarize(n_obs = n()) %>% 
  filter(n_obs > 1000) %>%
  plot_ly(x = ~product_name, y = ~n_obs, type = "bar")
```

Column {data-width=350}
-----------------------------------------------------------------------

### Chart B

```{r}
instacart %>% 
  group_by(product_name, order_dow) %>% 
  plot_ly(
    y = ~order_hour_of_day, x = ~order_dow, 
    type = "box", colors = "viridis")

```

### Chart C

```{r}
instacart %>%
  group_by(order_dow) %>% 
  summarize(number_products_ordered = n()) %>%
  plot_ly(x = ~order_dow, y = ~number_products_ordered, type = "scatter", mode = "lines")

```